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Model: LibraxisAI/Bielik-11B-v3.0-mlx-bf16 Source: Original Platform
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README.md
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README.md
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---
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license: apache-2.0
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language:
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- pl
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- en
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- multilingual
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base_model:
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- speakleash/Bielik-11B-v3.0-Instruct
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library_name: mlx
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pipeline_tag: text-generation
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tags:
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- mlx
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- apple-silicon
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- bielik
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- polish
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- bfloat16
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- quantized
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- bf16/fp16
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inference: false
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widget:
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- text: Wyjaśnij krótko różnicę między diagnostyką różnicową a rozpoznaniem.
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example_title: Polish instruction prompt
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- text: Podsumuj najważniejsze ryzyka w planie wdrożenia.
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example_title: Polish reasoning prompt
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---
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# Bielik-11B-v3.0-mlx-bf16
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`Bielik-11B-v3.0-mlx-bf16` is an MLX BF16/FP16 packaging of `speakleash/Bielik-11B-v3.0-Instruct` for Polish and multilingual instruction-style generation on Apple Silicon.
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## Intended use
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- Local text generation and chat-style prompting on Apple Silicon
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- MLX-LM experimentation with the declared upstream model family
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- Offline or operator-controlled inference workflows
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## Out of scope
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- Safety-critical decisions without domain expert review
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- Claims of benchmark superiority not backed by published evaluation data
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- Non-MLX runtime guarantees; this card documents the shipped HF checkpoint, not every possible serving stack
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## Training and conversion metadata
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| Parameter | Value |
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|---|---|
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| Repository | `LibraxisAI/Bielik-11B-v3.0-mlx-bf16` |
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| Base model | `speakleash/Bielik-11B-v3.0-Instruct` |
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| Task | `text-generation` |
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| Library | `mlx` |
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| Format | MLX / Apple Silicon checkpoint |
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| Quantization | BF16/FP16 |
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| Architecture | LlamaForCausalLM |
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| Model files | 5 |
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| Config model_type | `llama` |
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This card only reports metadata present in the Hugging Face repository, existing card frontmatter, or public config files. Missing benchmark, dataset, or training-run details are left explicit rather than reconstructed.
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## Usage
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### CLI
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```bash
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pip install mlx-lm
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mlx_lm.generate \
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--model LibraxisAI/Bielik-11B-v3.0-mlx-bf16 \
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--prompt "Opisz krótko objawy odwodnienia u psa i kiedy pilnie skontaktować się z lekarzem weterynarii." \
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--max-tokens 400
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```
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### Python
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```python
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from mlx_lm import load, generate
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model, tokenizer = load("LibraxisAI/Bielik-11B-v3.0-mlx-bf16")
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prompt = "Opisz krótko objawy odwodnienia u psa i kiedy pilnie skontaktować się z lekarzem weterynarii."
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response = generate(model, tokenizer, prompt=prompt, max_tokens=400)
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print(response)
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```
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### Multi-turn with the chat template
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This checkpoint follows the tokenizer/chat-template contract inherited from `speakleash/Bielik-11B-v3.0-Instruct` when the
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template is present in the repository:
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```python
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from mlx_lm import load, generate
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model, tokenizer = load("LibraxisAI/Bielik-11B-v3.0-mlx-bf16")
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messages = [
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{"role": "user", "content": "Opisz krótko objawy odwodnienia u psa i kiedy pilnie skontaktować się z lekarzem weterynarii."},
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]
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prompt = tokenizer.apply_chat_template(messages, add_generation_prompt=True, tokenize=False)
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response = generate(model, tokenizer, prompt=prompt, max_tokens=400)
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print(response)
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```
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## Example output
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No public sample output is currently declared for this checkpoint. Run the usage example above against your own prompt or audio/image input to inspect behavior.
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## Quantization notes
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| Aspect | Original/base checkpoint | This checkpoint |
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|---|---|---|
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| Lineage | `speakleash/Bielik-11B-v3.0-Instruct` | `LibraxisAI/Bielik-11B-v3.0-mlx-bf16` |
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| Runtime target | Upstream runtime format | MLX on Apple Silicon |
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| Quantization | Base precision or upstream-declared format | BF16/FP16 |
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| Published quality delta | Not declared in public metadata | Not declared in public metadata |
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## Limitations
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- No public benchmarks for this checkpoint are declared in the model metadata.
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- No public benchmark claims are made by this card unless listed in the frontmatter.
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- Validate outputs on your own domain data before relying on this checkpoint.
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- Memory use and speed depend heavily on the exact Apple Silicon generation, unified-memory size, and prompt length.
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## License
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`apache-2.0`. Check the upstream/base model license as well when a base model is declared.
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## Citation
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```bibtex
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@misc{libraxisai-bielik-11b-v3-0-mlx-bf16,
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title = {Bielik-11B-v3.0-mlx-bf16},
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author = {LibraxisAI},
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year = {2026},
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howpublished = {\url{https://huggingface.co/LibraxisAI/Bielik-11B-v3.0-mlx-bf16}},
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note = {MLX checkpoint published by LibraxisAI}
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}
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```
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## Inference tested on
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[`LibraxisAI/mlx-batch-server`](https://github.com/LibraxisAI/mlx-batch-server)
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## Related
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- Base model: [`speakleash/Bielik-11B-v3.0-Instruct`](https://huggingface.co/speakleash/Bielik-11B-v3.0-Instruct)
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---
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𝚅𝚒𝚋𝚎𝚌𝚛𝚊𝚏𝚝𝚎𝚍. with AI Agents by VetCoders (c)2024-2026 LibraxisAI
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